Multivariate Time Series Forecasting on PEMS Avg
0.119MSEiTransformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| iTransformerLookback length (T)=96, Prediction length (S)=12, 24, 36, 482023.10 | 0.119 | 0.218 | |
| iTransformerPrediction Lengths={12, 24, 48, 96}2026.03 | 0.119 | 0.218 | |
| SCINetLookback length (T)=96, Prediction length (S)=12, 24, 36, 482023.10 | 0.121 | 0.222 | |
| FISformerPrediction Lengths={12, 24, 48, 96}2026.03 | 0.122 | 0.219 | |
| TimesNetLookback length (T)=96, Prediction length (S)=12, 24, 36, 482023.10 | 0.148 | 0.246 | |
| StationaryLookback length (T)=96, Prediction length (S)=12, 24, 36, 482023.10 | 0.151 | 0.249 | |
| PatchTSTLookback length (T)=96, Prediction length (S)=12, 24, 36, 482023.10 | 0.217 | 0.305 | |
| CrossformerLookback length (T)=96, Prediction length (S)=12, 24, 36, 482023.10 | 0.22 | 0.304 | |
| CrossformerPrediction Lengths={12, 24, 48, 96}2026.03 | 0.22 | 0.304 | |
| FEDformerLookback length (T)=96, Prediction length (S)=12, 24, 36, 482023.10 | 0.224 | 0.327 | |
| FedformerPrediction Lengths={12, 24, 48, 96}2026.03 | 0.224 | 0.327 | |
| DLinearLookback length (T)=96, Prediction length (S)=12, 24, 36, 482023.10 | 0.32 | 0.394 | |
| TiDELookback length (T)=96, Prediction length (S)=12, 24, 36, 482023.10 | 0.375 | 0.44 | |
| RLinearLookback length (T)=96, Prediction length (S)=12, 24, 36, 482023.10 | 0.514 | 0.482 | |
| AutoformerLookback length (T)=96, Prediction length (S)=12, 24, 36, 482023.10 | 0.614 | 0.575 | |
| AutoformerPrediction Lengths={12, 24, 48, 96}2026.03 | 0.614 | 0.575 |